{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import urllib.parse\n",
    "from requests_html import HTMLSession\n",
    "from urllib import parse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://search.51job.com/list/030200,000000,0000,00,9,99,%2B,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\"\n",
    "session = HTMLSession()\n",
    "r = session.get(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<Element 'script' language='javascript' src='//js.51jobcdn.com/in/js/2016/jquery.js?20180319'>,\n",
       " <Element 'script' language='javascript'>,\n",
       " <Element 'script' type='text/javascript' src='//js.51jobcdn.com/in/js/2016/pointtrack.js?20210511'>,\n",
       " <Element 'script' language='javascript' src='//js.51jobcdn.com/in/js/2016/login/jquery.placeholder.min.js'>,\n",
       " <Element 'script' type='text/javascript' src='//js.51jobcdn.com/in/resource/js/2021/search/utils.header.2bf76207.js'>,\n",
       " <Element 'script' language='javascript'>,\n",
       " <Element 'script' >,\n",
       " <Element 'script' >,\n",
       " <Element 'script' type='text/javascript'>,\n",
       " <Element 'script' type='text/javascript' src='//js.51jobcdn.com/in/resource/js/2021/search/common.f182f3d4.js'>,\n",
       " <Element 'script' type='text/javascript' src='//js.51jobcdn.com/in/resource/js/2021/search/index.b1d5970a.js'>,\n",
       " <Element 'script' >]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "script_list = r.html.xpath('//script')\n",
    "script_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'http://js.51jobcdn.com/in/resource/js/2021/search/common.f182f3d4.js'"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "script_url = \"http:\" + script_list[-3].html.split(\"\\\"\")[3]\n",
    "script_url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "res = session.get(script_url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'{k:\"99\",v:\"请选择\"},{k:\"01\",v:\"初中及以下\"},{k:\"02\",v:\"高中/中技/中专\"},{k:\"03\",v:\"大专\"},{k:\"04\",v:\"本科\"},{k:\"05\",v:\"硕士\"},{k:\"06\",v:\"博士\"},{k:\"07\",v:\"无学历要求\"}'"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "学历分类 = res.content.decode('gbk').split('window.d_search_degreefrom=')[1].split('window.d_search_jobterm=')[0].split('[')[1].split(']')[0]\n",
    "学历分类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'请选择': '99',\n",
       " '初中及以下': '01',\n",
       " '高中/中技/中专': '02',\n",
       " '大专': '03',\n",
       " '本科': '04',\n",
       " '硕士': '05',\n",
       " '博士': '06',\n",
       " '无学历要求': '07'}"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "学历_str = 学历分类.replace(\"k:\",\"\").replace(\",v\",\"\").replace(\"},{\",\",\")\n",
    "学历_dict_F = eval(学历_str)\n",
    "学历_dict = {value: key for key, value in 学历_dict_F.items()}\n",
    "学历_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'{k:\"99\",v:\"请选择\"},{k:\"04\",v:\"国企\"},{k:\"01\",v:\"外资（欧美）\"},{k:\"02\",v:\"外资（非欧美）\"},{k:\"10\",v:\"上市公司\"},{k:\"03\",v:\"合资\"},{k:\"05\",v:\"民营公司\"},{k:\"06\",v:\"外企代表处\"},{k:\"07\",v:\"政府机关\"},{k:\"08\",v:\"事业单位\"},{k:\"09\",v:\"非营利组织\"},{k:\"11\",v:\"创业公司\"}'"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "公司分类 = res.content.decode('gbk').split('window.d_search_cottype=')[1].split(',window.d_search_workyear=')[0].split('[')[1].split(']')[0]\n",
    "公司分类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'请选择': '99',\n",
       " '国企': '04',\n",
       " '外资（欧美）': '01',\n",
       " '外资（非欧美）': '02',\n",
       " '上市公司': '10',\n",
       " '合资': '03',\n",
       " '民营公司': '05',\n",
       " '外企代表处': '06',\n",
       " '政府机关': '07',\n",
       " '事业单位': '08',\n",
       " '非营利组织': '09',\n",
       " '创业公司': '11'}"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "公司_str = 公司分类.replace(\"k:\",\"\").replace(\",v\",\"\").replace(\"},{\",\",\")\n",
    "公司_dict_F = eval(公司_str)\n",
    "公司_dict = {value: key for key, value in 公司_dict_F.items()}\n",
    "公司_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'{k:\"99\",v:\"请选择\"},{k:\"01\",v:\"少于50人\"},{k:\"02\",v:\"50-150人\"},{k:\"03\",v:\"150-500人\"},{k:\"04\",v:\"500-1000人\"},{k:\"05\",v:\"1000-5000人\"},{k:\"06\",v:\"5000-10000人\"},{k:\"07\",v:\"10000人以上\"}'"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "规模分类 = res.content.decode('gbk').split('window.d_search_companysize=')[1].split('window.d_search_degreefrom=')[0].split('[')[1].split(']')[0]\n",
    "规模分类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'请选择': '99',\n",
       " '少于50人': '01',\n",
       " '50-150人': '02',\n",
       " '150-500人': '03',\n",
       " '500-1000人': '04',\n",
       " '1000-5000人': '05',\n",
       " '5000-10000人': '06',\n",
       " '10000人以上': '07'}"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "规模_str = 规模分类.replace(\",v\",\"\").replace(\"k:\",\"\").replace(\"},{\",\",\")\n",
    "规模_dict_F = eval(规模_str)\n",
    "规模_dict = {value: key for key, value in 规模_dict_F.items()}\n",
    "规模_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "前端工程师_url = 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E5%2589%258D%25E7%25AB%25AF%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://search.51job.com/list/030200',\n",
       " '000000',\n",
       " '0000',\n",
       " '00',\n",
       " '9',\n",
       " '99',\n",
       " '%2B',\n",
       " '2',\n",
       " '1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=']"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url_list = url.split(\",\")\n",
    "url_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://search.51job.com/list/030200',\n",
       " '000000',\n",
       " '0000',\n",
       " '00',\n",
       " '9',\n",
       " '99',\n",
       " '%25E5%2589%258D%25E7%25AB%25AF%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588',\n",
       " '2',\n",
       " '1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=']"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "前端工程师_url_list = 前端工程师_url.split(\",\")\n",
    "前端工程师_url_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>产品经理</th>\n",
       "      <th>前端工程师</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://search.51job.com/list/030200</td>\n",
       "      <td>https://search.51job.com/list/030200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000000</td>\n",
       "      <td>000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0000</td>\n",
       "      <td>0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>00</td>\n",
       "      <td>00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%2B</td>\n",
       "      <td>%25E5%2589%258D%25E7%25AB%25AF%25E5%25B7%25A5%...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cot...</td>\n",
       "      <td>1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cot...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                产品经理  \\\n",
       "0               https://search.51job.com/list/030200   \n",
       "1                                             000000   \n",
       "2                                               0000   \n",
       "3                                                 00   \n",
       "4                                                  9   \n",
       "5                                                 99   \n",
       "6                                                %2B   \n",
       "7                                                  2   \n",
       "8  1.html?lang=c&postchannel=0000&workyear=99&cot...   \n",
       "\n",
       "                                               前端工程师  \n",
       "0               https://search.51job.com/list/030200  \n",
       "1                                             000000  \n",
       "2                                               0000  \n",
       "3                                                 00  \n",
       "4                                                  9  \n",
       "5                                                 99  \n",
       "6  %25E5%2589%258D%25E7%25AB%25AF%25E5%25B7%25A5%...  \n",
       "7                                                  2  \n",
       "8  1.html?lang=c&postchannel=0000&workyear=99&cot...  "
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url_S = pd.Series(url_list,name=\"产品经理\")\n",
    "前端工程师_S = pd.Series(前端工程师_url_list,name=\"前端工程师\")\n",
    "pd.concat([url_S,前端工程师_S],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: 'https://search.51job.com/list/030200',\n",
       " 1: '000000',\n",
       " 2: '0000',\n",
       " 3: '00',\n",
       " 4: '9',\n",
       " 5: '99',\n",
       " 6: '%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586',\n",
       " 7: '2',\n",
       " 8: '1.html?lang=c&postchannel=0000&workyear=99&cotype=04&degreefrom=04&jobterm=99&companysize=02&ord_field=0&dibiaoid=0&line=&welfare='}"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "产品经理_本科_国企_50到150人_url = 'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=04&degreefrom=04&jobterm=99&companysize=02&ord_field=0&dibiaoid=0&line=&welfare='\n",
    "keyword_list = 产品经理_本科_国企_50到150人_url.split(\",\")\n",
    "num_list = [0, 1, 2, 3, 4, 5, 6, 7, 8]\n",
    "front_dict = dict(zip(num_list,keyword_list))\n",
    "front_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "参数模版_list= ['https', 'search.51job.com', '/list/030200,000000,0000,00,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html', '', 'lang=c&postchannel=0000&workyear=99&cotype=04&degreefrom=04&jobterm=99&companysize=02&ord_field=0&dibiaoid=0&line=&welfare=', ''] \n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'lang': 'c',\n",
       " 'postchannel': '0000',\n",
       " 'workyear': '99',\n",
       " 'cotype': '04',\n",
       " 'degreefrom': '04',\n",
       " 'jobterm': '99',\n",
       " 'companysize': '02',\n",
       " 'ord_field': '0',\n",
       " 'dibiaoid': '0',\n",
       " 'line': '',\n",
       " 'welfare': ''}"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "参数模版 = urllib.parse.urlparse(产品经理_本科_国企_50到150人_url)\n",
    "参数模版_list = pd.Series(参数模版).tolist()\n",
    "print(\"参数模版_list=\",参数模版_list,'\\n')\n",
    "back_dict = {i.split(\"=\")[0]:i.split(\"=\")[1] for i in 参数模版.query.split(\"&\")}\n",
    "back_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "# def 参数模板生成(keyword, xueli, gongsi, guimo):\n",
    "#     keyword_values = urllib.parse.quote(keyword)\n",
    "#     xueli_values = 学历_dict[xueli]\n",
    "#     gonsi_values = 公司_dict[gongsi]\n",
    "#     guimo_values = 规模_dict[guimo]\n",
    "#     front_dict[6] = keyword_values\n",
    "#     back_dict[\"degreefrom\"] = xueli_values\n",
    "#     back_dict[\"cotype\"] = gonsi_values  \n",
    "#     back_dict[\"companysize\"] = guimo_values  \n",
    "#     return (front_dict, back_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据库_大专_上市公司_500到1000人 = 参数模板生成(\"数据库\",\"大专\",\"上市公司\",\"500-1000人\")\n",
    "# 数据库_大专_上市公司_500到1000人"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "# query_数据库_大专_上市公司_500到1000人_0 = \",\".join([v for k,v in 数据库_大专_上市公司_500到1000人[0].items()])\n",
    "# query_数据库_大专_上市公司_500到1000人_1 = \"&\".join([k+\"=\"+v for k,v in 数据库_大专_上市公司_500到1000人[1].items()])\n",
    "# query_数据库_大专_上市公司_500到1000人_0 + query_数据库_大专_上市公司_500到1000人_1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "def url_参数模板生成(keyword, xueli, gongsi, guimo):\n",
    "    keyword_values = urllib.parse.quote(keyword)\n",
    "    xueli_values = 学历_dict[xueli]\n",
    "    gonsi_values = 公司_dict[gongsi]\n",
    "    guimo_values = 规模_dict[guimo]\n",
    "    front_dict[6] = keyword_values\n",
    "    back_dict[\"degreefrom\"] = xueli_values\n",
    "    back_dict[\"cotype\"] = gonsi_values  \n",
    "    back_dict[\"companysize\"] = guimo_values\n",
    "    front = \",\".join([v for k,v in front_dict.items()])\n",
    "    back = \"&\".join([k+\"=\"+v for k,v in back_dict.items()])\n",
    "    get_url = front + back\n",
    "    return (get_url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030200,000000,0000,00,9,99,%E8%AE%BE%E8%AE%A1%E5%B8%88,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=04&degreefrom=04&jobterm=99&companysize=02&ord_field=0&dibiaoid=0&line=&welfare=lang=c&postchannel=0000&workyear=99&cotype=03&degreefrom=05&jobterm=99&companysize=04&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url_参数模板生成('设计师', '硕士', '合资', '500-1000人')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030200,000000,0000,00,9,99,%E5%B7%A5%E7%A8%8B%E5%B8%88,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=04&degreefrom=04&jobterm=99&companysize=02&ord_field=0&dibiaoid=0&line=&welfare=lang=c&postchannel=0000&workyear=99&cotype=03&degreefrom=05&jobterm=99&companysize=04&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "keyword = '工程师'\n",
    "xueli = '硕士'\n",
    "gongsi = '合资'\n",
    "guimo = '500-1000人'\n",
    "url = url_参数模板生成(keyword, xueli, gongsi, guimo)\n",
    "session = HTMLSession()\n",
    "r = session.get(url)\n",
    "url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "' {\"top_ads\":[],\"auction_ads\":[],\"market_ads\":[],\"engine_search_result\":[{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"81166675\",\"coid\":\"2205096\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-lwq\\\\/81166675.html?s=sou_sou_soulb&t=0\",\"job_name\":\"高级研发工程师\",\"job_title\":\"高级研发工程师\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2205096.html\",\"company_name\":\"广州澳希亚实业有限公司\",\"providesalary_text\":\"15-20万\\\\/年\",\"workarea\":\"030202\",\"workarea_text\":\"广州-荔湾区\",\"updatedate\":\"05-20\",\"iscommunicate\":\"\",\"companytype_text\":\"合资\",\"degreefrom\":\"7\",\"workyear\":\"5\",\"issuedate\":\"2021-05-20 09:30:01\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"五险一金 员工旅游 餐饮补贴 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<\\\\/div>\",\"is_collapseexpansion\":\"\",\"co_ads\":[],\"keyword_recommendation\":{\"title\":\"猜你喜欢\",\"data_type\":\"1\",\"keyword\":\"工程师\",\"data\":[{\"href\":\"https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E5%25BC%2580%25E5%258F%2591%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\",\"text\":\"开发工程师\",\"click\":\"15\\\\u001a1\\\\u001a1621519503356\\\\u001a\\\\u001a396a763e6f3d2d73da2c3195d8cd7a2d\\\\u001a210.21.79.251\\\\u001a1\\\\u001a工程师\\\\u001a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\\\u001a开发工程师\"},{\"href\":\"https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E8%25BD%25AF%25E4%25BB%25B6%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\",\"text\":\"软件工程师\",\"click\":\"15\\\\u001a1\\\\u001a1621519503356\\\\u001a\\\\u001a396a763e6f3d2d73da2c3195d8cd7a2d\\\\u001a210.21.79.251\\\\u001a1\\\\u001a工程师\\\\u001a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\\\u001a软件工程师\"},{\"href\":\"https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E9%2594%2580%25E5%2594%25AE%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\",\"text\":\"销售工程师\",\"click\":\"15\\\\u001a1\\\\u001a1621519503356\\\\u001a\\\\u001a396a763e6f3d2d73da2c3195d8cd7a2d\\\\u001a210.21.79.251\\\\u001a1\\\\u001a工程师\\\\u001a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\\\u001a销售工程师\"},{\"href\":\"https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E6%25B5%258B%25E8%25AF%2595%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\",\"text\":\"测试工程师\",\"click\":\"15\\\\u001a1\\\\u001a1621519503356\\\\u001a\\\\u001a396a763e6f3d2d73da2c3195d8cd7a2d\\\\u001a210.21.79.251\\\\u001a1\\\\u001a工程师\\\\u001a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\\\u001a测试工程师\"},{\"href\":\"https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E8%25AE%25BE%25E8%25AE%25A1%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\",\"text\":\"设计工程师\",\"click\":\"15\\\\u001a1\\\\u001a1621519503356\\\\u001a\\\\u001a396a763e6f3d2d73da2c3195d8cd7a2d\\\\u001a210.21.79.251\\\\u001a1\\\\u001a工程师\\\\u001a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\\\u001a设计工程师\"},{\"href\":\"https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E6%2594%25AF%25E6%258C%2581%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\",\"text\":\"支持工程师\",\"click\":\"15\\\\u001a1\\\\u001a1621519503356\\\\u001a\\\\u001a396a763e6f3d2d73da2c3195d8cd7a2d\\\\u001a210.21.79.251\\\\u001a1\\\\u001a工程师\\\\u001a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\\\u001a支持工程师\"},{\"href\":\"https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E8%25BF%2590%25E7%25BB%25B4%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\",\"text\":\"运维工程师\",\"click\":\"15\\\\u001a1\\\\u001a1621519503356\\\\u001a\\\\u001a396a763e6f3d2d73da2c3195d8cd7a2d\\\\u001a210.21.79.251\\\\u001a1\\\\u001a工程师\\\\u001a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\\\u001a运维工程师\"},{\"href\":\"https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E7%2594%25B5%25E6%25B0%2594%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\",\"text\":\"电气工程师\",\"click\":\"15\\\\u001a1\\\\u001a1621519503356\\\\u001a\\\\u001a396a763e6f3d2d73da2c3195d8cd7a2d\\\\u001a210.21.79.251\\\\u001a1\\\\u001a工程师\\\\u001a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\\\u001a电气工程师\"},{\"href\":\"https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E7%25A1%25AC%25E4%25BB%25B6%25E5%25B7%25A5%25E7%25A8%258B%25E5%25B8%2588,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\",\"text\":\"硬件工程师\",\"click\":\"15\\\\u001a1\\\\u001a1621519503356\\\\u001a\\\\u001a396a763e6f3d2d73da2c3195d8cd7a2d\\\\u001a210.21.79.251\\\\u001a1\\\\u001a工程师\\\\u001a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\\\u001a硬件工程师\"},{\"href\":\"https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,00,9,99,%25E6%258A%2580%25E6%259C%25AF%25E5%2591%2598,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\",\"text\":\"技术员\",\"click\":\"15\\\\u001a1\\\\u001a1621519503356\\\\u001a\\\\u001a396a763e6f3d2d73da2c3195d8cd7a2d\\\\u001a210.21.79.251\\\\u001a1\\\\u001a工程师\\\\u001a开发工程师,软件工程师,销售工程师,测试工程师,设计工程师,支持工程师,运维工程师,电气工程师,硬件工程师,技术员\\\\u001a技术员\"}]},\"search_condition\":{\"lang\":\"c\",\"keywordtype\":\"2\",\"ord_field\":\"0\",\"jobarea\":\"030200\",\"curr_page\":\"1\",\"district\":\"000000\",\"dibiaoid\":\"0\",\"postchannel\":\"0000\",\"reservechannel\":\"00000000\",\"issuedate\":\"9\",\"providesalary\":\"99\",\"degreefrom\":\"05\",\"companysize\":\"04\",\"cotype\":\"03\",\"workyear\":\"99\",\"industrytype\":\"00\",\"funtype\":\"0000\",\"jobterm\":\"99\",\"keyword\":\"工程师\",\"welfare\":\"\",\"address\":\"\",\"line\":\"\",\"confirmdate\":\"9\",\"radius\":\"-1\",\"lonlat\":\"0,0\"},\"searched_condition\":\"工程师(全文)+广州+合资+硕士+500-1000人\",\"curr_page\":\"1\",\"total_page\":\"1\",\"keyword_ads\":[],\"job_search_assistance\":[{\"url\":\"https:\\\\/\\\\/edu.51job.com\\\\/lesson_detail.php?lessonid=10602\",\"img\":\"\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/train\\\\/20191220\\\\/10602.jpg?1620804516\",\"txt\":\"面试中的说话之道\",\"vtxt\":\"面试 求职 沟通技巧\",\"startdate\":\"2020-07-28\",\"enddate\":\"2021-12-31\",\"indexform\":\"\",\"isdefault\":\"0\"},{\"url\":\"http:\\\\/\\\\/trace.51job.com\\\\/mktrace.php?tag=lagoupc001&u=aHR0cHM6Ly9lZHUuNTFqb2IuY29tL2xlc3Nvbl9kZXRhaWwucGhwP2xlc3NvbmlkPTM3MDA1&k=1723ecdccac56be829f70a5cf594c656\",\"img\":\"\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/banner\\\\/2020\\\\/0916\\\\/lg\\\\/fenxi960.png?1619327098\",\"txt\":\"数据分析薪资高、人才缺口大\",\"vtxt\":\"Top20%学员大厂定向直推\",\"startdate\":\"2021-02-01\",\"enddate\":\"2021-12-31\",\"indexform\":\"\",\"isdefault\":\"0\"},{\"url\":\"https:\\\\/\\\\/i.51job.com\\\\/payservice\\\\/optimizeresume\\\\/introduce.php?lang=c&mark=jlyh_pcsearch\",\"img\":\"\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/tg\\\\/2021banner\\\\/jl_3\\\\/960_540.jpg?1619327089\",\"txt\":\"一次完美简历升级，成为offer收割机\",\"vtxt\":\"高薪求职第一步\",\"startdate\":\"2021-02-01\",\"enddate\":\"2021-12-31\",\"indexform\":\"\",\"isdefault\":\"0\"}],\"seo_title\":\"【广州,工程师招聘，求职】-前程无忧\",\"seo_description\":\"前程无忧为您提供广州,工程师招聘，求职信息。网聚全国各城市的人才信息，找好工作，找好员工，上前程无忧。\",\"seo_keywords\":\"找工作,求职,人才,招聘\"}'"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "数据提取=r.html.xpath('//script[@type=\"text/javascript\"]//text()')\n",
    "数据处理_dict=数据提取[0].split('__SEARCH_RESULT__ =')[1]\n",
    "# 数据处理=eval(数据处理_dict)[\"engine_search_result\"]\n",
    "# 数据处理\n",
    "数据处理_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "def 获取数据表格(keyword,xueli,gongsi,guimo):\n",
    "    url = url_参数模板生成(keyword, xueli, gongsi, guimo)\n",
    "    session = HTMLSession()\n",
    "    r = session.get(url)\n",
    "    get_data = r.html.xpath('//script[@type=\"text/javascript\"]//text()')\n",
    "    work_str = get_data[0].split('__SEARCH_RESULT__ =')[1]\n",
    "    results = eval(work_str)[\"engine_search_result\"]\n",
    "    dict = {\n",
    "    \"工作\":[i['job_name'] for i in results],\n",
    "    \"公司名称\":[i['company_name'] for i in results],\n",
    "    \"公司地点\":[i['workarea_text'] for i in results],\n",
    "    \"薪水\":[i['providesalary_text'] for i in results],\n",
    "    \"公司链接\":[i['job_href'] for i in results],\n",
    "    \"工作福利\":[i['jobwelf'] for i in results],\n",
    "    }\n",
    "    data_dict = {k:v for k,v in dict.items()}\n",
    "    data = pd.DataFrame(data_dict)\n",
    "    return(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>工作</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>公司地点</th>\n",
       "      <th>薪水</th>\n",
       "      <th>公司链接</th>\n",
       "      <th>工作福利</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>天讯瑞达通信技术有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td>0.9-1.3万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/129357056...</td>\n",
       "      <td>五险一金 绩效奖金 年终奖金 节假日福利 周末双休</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>广东南方财经全媒体集团股份有限公司</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>1-2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13105...</td>\n",
       "      <td>五险一金 绩效奖金 年终奖金 定期体检 补充医疗保险</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>广州赛宝认证中心服务有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/109720855...</td>\n",
       "      <td>五险一金 交通补贴 餐饮补贴 通讯补贴 绩效奖金 年终奖金 定期体检</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Web前端开发工程师</td>\n",
       "      <td>广州市奥威亚电子科技有限公司</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>12-20万\\/年</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/10908...</td>\n",
       "      <td>五险一金 年终奖金 定期体检 节日福利 免费工作餐 团队活动 周末双休 通讯补贴 员工旅游</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Web前端开发工程师</td>\n",
       "      <td>广东省国际工程咨询有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td>15-25万\\/年</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/126986965...</td>\n",
       "      <td>五险一金 交通补贴 餐饮补贴 通讯补贴 专业培训 定期体检</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Web前端开发工程师</td>\n",
       "      <td>东风日产数据服务有限公司</td>\n",
       "      <td>广州-花都区</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hdq\\/10675...</td>\n",
       "      <td>五险一金 周末双休 节日福利 带薪年假 专业培训 绩效奖金</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>广东省城乡规划设计研究院有限责任公司</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>0.8-1.3万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13014...</td>\n",
       "      <td>年终奖金 补充医疗保险 定期体检 专业培训 五险一金 员工食堂 企业年金 节日福利 工会福利</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>广州建设工程质量安全检测中心有限公司</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/12372...</td>\n",
       "      <td>五险一金 补充医疗保险 餐饮补贴 高温补贴 交通补贴</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>广州中软信息技术有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>0.9-1.1万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12635...</td>\n",
       "      <td>五险一金 年终奖金 通讯补贴 专业培训 定期体检</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Web前端开发工程师</td>\n",
       "      <td>中移互联网有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td>1.5-2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/124075743...</td>\n",
       "      <td>五险一金 餐饮补贴 定期体检 通讯补贴 专业培训 免费班车 员工旅游 绩效奖金 年终奖金 交通补贴</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>世纪龙信息网络有限责任公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1-2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12957...</td>\n",
       "      <td>年终奖金 五险一金 员工旅游 定期体检 带薪年假 补充医疗保险 交通补贴 餐饮补贴 通讯补贴...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>广州广电运通信息科技有限公司</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>1.2-1.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/12924...</td>\n",
       "      <td>餐饮补贴 专业培训 免费班车 五险一金 交通补贴 通讯补贴 绩效奖金 年终奖金 员工旅游 定期体检</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Java开发工程师(本科\\/硕士)</td>\n",
       "      <td>广州赛宝计量检测中心服务有限公司</td>\n",
       "      <td>广州-增城区</td>\n",
       "      <td>0.5-1.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-zcq\\/13153...</td>\n",
       "      <td>五险一金 餐饮补贴 年终奖金 定期体检 绩效奖金 专业培训 节日福利 周末双休</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Web前端工程师</td>\n",
       "      <td>珠海许继电气有限公司</td>\n",
       "      <td>异地招聘</td>\n",
       "      <td>0.8-1.2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhuhai\\/116863035.ht...</td>\n",
       "      <td>五险一金 节日福利 专业培训 补充医疗保险 定期体检 年终奖金 周末双休</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>软件开发工程师（双休 无加班文化）</td>\n",
       "      <td>广东方胜人力资源服务有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>0.9-1.2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13070...</td>\n",
       "      <td>五险一金 员工旅游 专业培训 年终奖金 周末双休</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>PHP开发工程师</td>\n",
       "      <td>21世纪报系</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>1-2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/12815...</td>\n",
       "      <td>五险一金 交通补贴 通讯补贴 年终奖金 定期体检 带薪年假 周末双休</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>项目管理\\/项目实施\\/Java\\/前端(浙江分公司）</td>\n",
       "      <td>中水珠江规划勘测设计有限公司</td>\n",
       "      <td>异地招聘</td>\n",
       "      <td>8-24万\\/年</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/hangzhou\\/130046882....</td>\n",
       "      <td>五险一金 绩效奖金 交通补贴 定期体检 餐饮补贴</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>IT软件开发岗</td>\n",
       "      <td>中国太平洋财产保险股份有限公司华南运营中心</td>\n",
       "      <td>异地招聘</td>\n",
       "      <td>0.7-1万\\/月</td>\n",
       "      <td>http:\\/\\/cpic-cx.51job.com\\/job2.html?jobid=88...</td>\n",
       "      <td>五险一金 补充医疗保险 补充公积金 交通补贴 餐饮补贴 专业培训 绩效奖金 年终奖金 定期体检</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>天讯瑞达通信技术有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td>1.2-1.8万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/116807080...</td>\n",
       "      <td>五险一金 绩效奖金 年终奖金 周末双休 带薪年假</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>天讯瑞达通信技术有限公司</td>\n",
       "      <td>广州</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/129850537...</td>\n",
       "      <td>绩效奖金 年终奖金 周末双休 每周体育活动 七险二金 节日福利 住房补贴 餐饮补贴 带薪年假</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>前端开发工程师</td>\n",
       "      <td>天讯瑞达通信技术有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13142...</td>\n",
       "      <td>五险一金 专业培训</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>中级前端开发工程师</td>\n",
       "      <td>广州中软信息技术有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1.2-1.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12635...</td>\n",
       "      <td>五险一金 年终奖金 通讯补贴 专业培训 定期体检</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Web前端工程师</td>\n",
       "      <td>广州市奥威亚电子科技有限公司</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>1-1.6万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13096...</td>\n",
       "      <td>五险一金 节日福利 周末双休 14薪 交通补助 包吃 通讯补助</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Windows客户端开发工程师</td>\n",
       "      <td>广州市奥威亚电子科技有限公司</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>1.1-1.8万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12514...</td>\n",
       "      <td>五险一金 交通补贴 餐饮补贴 通讯补贴 出差补贴 专业培训 补充医疗保险</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>三维WebGIS开发工程师</td>\n",
       "      <td>广东省城乡规划设计研究院有限责任公司</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>1-2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13112...</td>\n",
       "      <td>专业培训 免费工作餐 通讯费报销 年终奖金 绩效奖金 五险一金 补充医疗保险 企业年金 定期...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>前端工程师</td>\n",
       "      <td>天讯瑞达通信技术有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13185...</td>\n",
       "      <td>五险一金 专业培训</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Web前端工程师-广州</td>\n",
       "      <td>广州市奥威亚电子科技有限公司</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>1-1.6万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12931...</td>\n",
       "      <td>五险一金 节日福利 周末双休 14薪 交通补助 包吃 通讯补助</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Java开发工程师</td>\n",
       "      <td>广州中软信息技术有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1.2-1.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12100...</td>\n",
       "      <td>五险一金 年终奖金 通讯补贴 专业培训 定期体检</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>开发工程师</td>\n",
       "      <td>广州中软信息技术有限公司</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12634...</td>\n",
       "      <td>五险一金 年终奖金 通讯补贴 专业培训 定期体检</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Java开发工程师</td>\n",
       "      <td>广州广电运通信息科技有限公司</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>1.2-1.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/12922...</td>\n",
       "      <td>餐饮补贴 专业培训 免费班车 五险一金 交通补贴 通讯补贴 绩效奖金 年终奖金 员工旅游 定期体检</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>前端开发工程师（实习可转正）</td>\n",
       "      <td>广州广电运通信息科技有限公司</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12683...</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>IT软件开发岗(实习生)</td>\n",
       "      <td>中国太平洋财产保险股份有限公司华南运营中心</td>\n",
       "      <td>异地招聘</td>\n",
       "      <td>3.5-5千\\/月</td>\n",
       "      <td>http:\\/\\/cpic-cx.51job.com\\/job2.html?jobid=10...</td>\n",
       "      <td>餐饮补贴 包住宿</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             工作                   公司名称    公司地点           薪水  \\\n",
       "0                       前端开发工程师           天讯瑞达通信技术有限公司      广州  0.9-1.3万\\/月   \n",
       "1                       前端开发工程师      广东南方财经全媒体集团股份有限公司  广州-越秀区      1-2万\\/月   \n",
       "2                       前端开发工程师         广州赛宝认证中心服务有限公司      广州      6-8千\\/月   \n",
       "3                    Web前端开发工程师         广州市奥威亚电子科技有限公司  广州-黄埔区    12-20万\\/年   \n",
       "4                    Web前端开发工程师          广东省国际工程咨询有限公司      广州    15-25万\\/年   \n",
       "5                    Web前端开发工程师           东风日产数据服务有限公司  广州-花都区    1-1.5万\\/月   \n",
       "6                       前端开发工程师     广东省城乡规划设计研究院有限责任公司  广州-海珠区  0.8-1.3万\\/月   \n",
       "7                       前端开发工程师     广州建设工程质量安全检测中心有限公司  广州-白云区      6-8千\\/月   \n",
       "8                       前端开发工程师           广州中软信息技术有限公司  广州-天河区  0.9-1.1万\\/月   \n",
       "9                    Web前端开发工程师              中移互联网有限公司      广州    1.5-2万\\/月   \n",
       "10                      前端开发工程师          世纪龙信息网络有限责任公司  广州-天河区      1-2万\\/月   \n",
       "11                      前端开发工程师         广州广电运通信息科技有限公司  广州-番禺区  1.2-1.5万\\/月   \n",
       "12            Java开发工程师(本科\\/硕士)       广州赛宝计量检测中心服务有限公司  广州-增城区  0.5-1.5万\\/月   \n",
       "13                     Web前端工程师             珠海许继电气有限公司    异地招聘  0.8-1.2万\\/月   \n",
       "14            软件开发工程师（双休 无加班文化）         广东方胜人力资源服务有限公司  广州-天河区  0.9-1.2万\\/月   \n",
       "15                     PHP开发工程师                 21世纪报系  广州-越秀区      1-2万\\/月   \n",
       "16  项目管理\\/项目实施\\/Java\\/前端(浙江分公司）         中水珠江规划勘测设计有限公司    异地招聘     8-24万\\/年   \n",
       "17                      IT软件开发岗  中国太平洋财产保险股份有限公司华南运营中心    异地招聘    0.7-1万\\/月   \n",
       "18                      前端开发工程师           天讯瑞达通信技术有限公司      广州  1.2-1.8万\\/月   \n",
       "19                      前端开发工程师           天讯瑞达通信技术有限公司      广州    1-1.5万\\/月   \n",
       "20                      前端开发工程师           天讯瑞达通信技术有限公司  广州-天河区      6-8千\\/月   \n",
       "21                    中级前端开发工程师           广州中软信息技术有限公司  广州-天河区  1.2-1.5万\\/月   \n",
       "22                     Web前端工程师         广州市奥威亚电子科技有限公司  广州-黄埔区    1-1.6万\\/月   \n",
       "23              Windows客户端开发工程师         广州市奥威亚电子科技有限公司  广州-黄埔区  1.1-1.8万\\/月   \n",
       "24                三维WebGIS开发工程师     广东省城乡规划设计研究院有限责任公司  广州-海珠区      1-2万\\/月   \n",
       "25                        前端工程师           天讯瑞达通信技术有限公司  广州-天河区    1-1.5万\\/月   \n",
       "26                  Web前端工程师-广州         广州市奥威亚电子科技有限公司  广州-黄埔区    1-1.6万\\/月   \n",
       "27                    Java开发工程师           广州中软信息技术有限公司  广州-天河区  1.2-1.5万\\/月   \n",
       "28                        开发工程师           广州中软信息技术有限公司  广州-天河区    1-1.5万\\/月   \n",
       "29                    Java开发工程师         广州广电运通信息科技有限公司  广州-番禺区  1.2-1.5万\\/月   \n",
       "30               前端开发工程师（实习可转正）         广州广电运通信息科技有限公司  广州-黄埔区      6-8千\\/月   \n",
       "31                 IT软件开发岗(实习生)  中国太平洋财产保险股份有限公司华南运营中心    异地招聘    3.5-5千\\/月   \n",
       "\n",
       "                                                 公司链接  \\\n",
       "0   https:\\/\\/jobs.51job.com\\/guangzhou\\/129357056...   \n",
       "1   https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/13105...   \n",
       "2   https:\\/\\/jobs.51job.com\\/guangzhou\\/109720855...   \n",
       "3   https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/10908...   \n",
       "4   https:\\/\\/jobs.51job.com\\/guangzhou\\/126986965...   \n",
       "5   https:\\/\\/jobs.51job.com\\/guangzhou-hdq\\/10675...   \n",
       "6   https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13014...   \n",
       "7   https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/12372...   \n",
       "8   https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12635...   \n",
       "9   https:\\/\\/jobs.51job.com\\/guangzhou\\/124075743...   \n",
       "10  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12957...   \n",
       "11  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/12924...   \n",
       "12  https:\\/\\/jobs.51job.com\\/guangzhou-zcq\\/13153...   \n",
       "13  https:\\/\\/jobs.51job.com\\/zhuhai\\/116863035.ht...   \n",
       "14  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13070...   \n",
       "15  https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/12815...   \n",
       "16  https:\\/\\/jobs.51job.com\\/hangzhou\\/130046882....   \n",
       "17  http:\\/\\/cpic-cx.51job.com\\/job2.html?jobid=88...   \n",
       "18  https:\\/\\/jobs.51job.com\\/guangzhou\\/116807080...   \n",
       "19  https:\\/\\/jobs.51job.com\\/guangzhou\\/129850537...   \n",
       "20  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13142...   \n",
       "21  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12635...   \n",
       "22  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13096...   \n",
       "23  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12514...   \n",
       "24  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13112...   \n",
       "25  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13185...   \n",
       "26  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12931...   \n",
       "27  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12100...   \n",
       "28  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12634...   \n",
       "29  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/12922...   \n",
       "30  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12683...   \n",
       "31  http:\\/\\/cpic-cx.51job.com\\/job2.html?jobid=10...   \n",
       "\n",
       "                                                 工作福利  \n",
       "0                           五险一金 绩效奖金 年终奖金 节假日福利 周末双休  \n",
       "1                          五险一金 绩效奖金 年终奖金 定期体检 补充医疗保险  \n",
       "2                  五险一金 交通补贴 餐饮补贴 通讯补贴 绩效奖金 年终奖金 定期体检  \n",
       "3       五险一金 年终奖金 定期体检 节日福利 免费工作餐 团队活动 周末双休 通讯补贴 员工旅游  \n",
       "4                       五险一金 交通补贴 餐饮补贴 通讯补贴 专业培训 定期体检  \n",
       "5                       五险一金 周末双休 节日福利 带薪年假 专业培训 绩效奖金  \n",
       "6      年终奖金 补充医疗保险 定期体检 专业培训 五险一金 员工食堂 企业年金 节日福利 工会福利  \n",
       "7                          五险一金 补充医疗保险 餐饮补贴 高温补贴 交通补贴  \n",
       "8                            五险一金 年终奖金 通讯补贴 专业培训 定期体检  \n",
       "9   五险一金 餐饮补贴 定期体检 通讯补贴 专业培训 免费班车 员工旅游 绩效奖金 年终奖金 交通补贴  \n",
       "10  年终奖金 五险一金 员工旅游 定期体检 带薪年假 补充医疗保险 交通补贴 餐饮补贴 通讯补贴...  \n",
       "11  餐饮补贴 专业培训 免费班车 五险一金 交通补贴 通讯补贴 绩效奖金 年终奖金 员工旅游 定期体检  \n",
       "12            五险一金 餐饮补贴 年终奖金 定期体检 绩效奖金 专业培训 节日福利 周末双休  \n",
       "13               五险一金 节日福利 专业培训 补充医疗保险 定期体检 年终奖金 周末双休  \n",
       "14                           五险一金 员工旅游 专业培训 年终奖金 周末双休  \n",
       "15                 五险一金 交通补贴 通讯补贴 年终奖金 定期体检 带薪年假 周末双休  \n",
       "16                           五险一金 绩效奖金 交通补贴 定期体检 餐饮补贴  \n",
       "17    五险一金 补充医疗保险 补充公积金 交通补贴 餐饮补贴 专业培训 绩效奖金 年终奖金 定期体检  \n",
       "18                           五险一金 绩效奖金 年终奖金 周末双休 带薪年假  \n",
       "19     绩效奖金 年终奖金 周末双休 每周体育活动 七险二金 节日福利 住房补贴 餐饮补贴 带薪年假  \n",
       "20                                          五险一金 专业培训  \n",
       "21                           五险一金 年终奖金 通讯补贴 专业培训 定期体检  \n",
       "22                    五险一金 节日福利 周末双休 14薪 交通补助 包吃 通讯补助  \n",
       "23               五险一金 交通补贴 餐饮补贴 通讯补贴 出差补贴 专业培训 补充医疗保险  \n",
       "24  专业培训 免费工作餐 通讯费报销 年终奖金 绩效奖金 五险一金 补充医疗保险 企业年金 定期...  \n",
       "25                                          五险一金 专业培训  \n",
       "26                    五险一金 节日福利 周末双休 14薪 交通补助 包吃 通讯补助  \n",
       "27                           五险一金 年终奖金 通讯补贴 专业培训 定期体检  \n",
       "28                           五险一金 年终奖金 通讯补贴 专业培训 定期体检  \n",
       "29  餐饮补贴 专业培训 免费班车 五险一金 交通补贴 通讯补贴 绩效奖金 年终奖金 员工旅游 定期体检  \n",
       "30                                                     \n",
       "31                                           餐饮补贴 包住宿  "
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "获取数据表格(\"前端开发\", \"本科\", \"国企\", \"500-1000人\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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